The attic air hung thick with dust motes dancing in the lone sunbeam. Clara sifted through a trunk of forgotten memories, her fingers brushing against brittle paper. A cream-colored envelope, addressed in her young, looping script, surfaced. It was her handwriting, no question, but the name, scrawled across the front, was… "Mom." A wave of something unexpected, a sudden warmth in her chest, spread.

She delicately unfolded the letter. The words flowed from the page, a cascade of youthful defiance against the world. She remembered the fight, the slammed door, the feeling of being utterly right in the face of disapproval. The anger still simmered, a faint heat under her skin. She'd been prepared to take on the entire world, if that’s what it took.

Her mother’s soft voice echoed in her head, and in that moment, Clara decided to finally send the words that had been locked away for so long. She would deliver them.

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444